{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mid_trans(channel, kernel_size, fill=0):\n",
    "    total_length = kernel_size * kernel_size\n",
    "    offset = kernel_size // 2\n",
    "    source = channel.copy()\n",
    "    y_length, x_length = source.shape\n",
    "    for y_index in range(y_length):\n",
    "        for x_index in range(x_length):\n",
    "            x_start = x_index - 1\n",
    "            y_start = y_index - 1\n",
    "            x_start = x_index if x_start < 0 else x_start\n",
    "            y_start = y_index if y_start < 0 else y_start\n",
    "            x_end = min(x_length, x_index + offset + 1)\n",
    "            y_end = min(y_length, y_index + offset + 1)\n",
    "            data = channel[y_start:y_end, x_start:x_end].ravel()\n",
    "            add_zero = total_length - len(data)\n",
    "            # 补0\n",
    "            for _ in range(add_zero):\n",
    "                data = np.append(data, fill)\n",
    "            mid_value = np.median(data)\n",
    "            source[y_index,x_index] = mid_value\n",
    "    return source\n",
    "\n",
    "def my_mediaBlur(image, to_rgb=None, kernel_size=3, fill=0):\n",
    "    if to_rgb is not None:\n",
    "        image = cv2.cvtColor(image, to_rgb)\n",
    "    \n",
    "    rc, gc, bc = cv2.split(image)\n",
    "    mid_r = mid_trans(rc, kernel_size, fill)\n",
    "    mid_g = mid_trans(gc, kernel_size, fill)\n",
    "    mid_b = mid_trans(bc, kernel_size, fill)\n",
    "    return cv2.merge((mid_r, mid_g, mid_b))\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def image_show(image, model=None, location=None, show=False):\n",
    "    if model is not None:\n",
    "        image = cv2.cvtColor(image, model)\n",
    "        \n",
    "    if location is not None:\n",
    "        plt.subplot(location)\n",
    "        \n",
    "    plt.imshow(image)\n",
    "    if location is None or show:\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lenna_bgr = cv2.imread('lenna.jpg')\n",
    "lenna_rgb = cv2.cvtColor(lenna_bgr, cv2.COLOR_BGR2RGB)\n",
    "system_media = cv2.medianBlur(lenna_rgb, 3)\n",
    "my_media = my_mediaBlur(lenna_rgb, kernel_size=3)\n",
    "image_show(system_media, location=121)\n",
    "image_show(my_media, location=122, show=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "compare_index = system_media == my_media\n",
    "compare_image = np.zeros(compare_index.shape)\n",
    "compare_image[compare_index] = 255\n",
    "compare_reverse = compare_index == False\n",
    "compare_image[compare_reverse] = 0\n",
    "image_show(compare_image.astype('uint8'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
